Dataset statistics
| Number of variables | 25 |
|---|---|
| Number of observations | 144 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 33.3 KiB |
| Average record size in memory | 236.9 B |
Variable types
| Numeric | 25 |
|---|
water_supply is highly overall correlated with Total_Population and 11 other fields | High correlation |
Total_Population is highly overall correlated with water_supply and 13 other fields | High correlation |
Households is highly overall correlated with water_supply and 13 other fields | High correlation |
Population_per_Households is highly overall correlated with water_supply and 13 other fields | High correlation |
Male_Population is highly overall correlated with water_supply and 13 other fields | High correlation |
Female_Population is highly overall correlated with water_supply and 13 other fields | High correlation |
Male_Female_Ratio is highly overall correlated with Households and 6 other fields | High correlation |
Population_aging_Ratio is highly overall correlated with water_supply and 13 other fields | High correlation |
Power_usage is highly overall correlated with Average_Temp and 3 other fields | High correlation |
Num_of_Business is highly overall correlated with water_supply and 11 other fields | High correlation |
Business_above_100 is highly overall correlated with High_School_Graduate_ratio | High correlation |
annual_household_income is highly overall correlated with water_supply and 11 other fields | High correlation |
High_School_Graduate_num is highly overall correlated with water_supply and 11 other fields | High correlation |
High_School_Graduate_ratio is highly overall correlated with Male_Female_Ratio and 1 other fields | High correlation |
personal_expense is highly overall correlated with water_supply and 11 other fields | High correlation |
benefits_vs_personal_expense is highly overall correlated with Total_Population and 1 other fields | High correlation |
employment_ratio is highly overall correlated with water_supply and 12 other fields | High correlation |
employment_insurance_ratio is highly overall correlated with water_supply and 12 other fields | High correlation |
Average_Temp is highly overall correlated with Power_usage and 3 other fields | High correlation |
Monthly_Rainfall is highly overall correlated with Power_usage and 4 other fields | High correlation |
Average_Relative_Humadity is highly overall correlated with Monthly_Rainfall | High correlation |
Ground_Temp is highly overall correlated with Power_usage and 3 other fields | High correlation |
Average_Wind is highly overall correlated with Total_Population and 5 other fields | High correlation |
Average_Pressure is highly overall correlated with Power_usage and 3 other fields | High correlation |
water_supply has unique values | Unique |
Population_per_Households has unique values | Unique |
Male_Female_Ratio has unique values | Unique |
Power_usage has unique values | Unique |
employment_insurance_ratio has unique values | Unique |
Ground_Temp has 2 (1.4%) zeros | Zeros |
Reproduction
| Analysis started | 2023-09-01 02:41:46.430902 |
|---|---|
| Analysis finished | 2023-09-01 02:42:30.389137 |
| Duration | 43.96 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
water_supply
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14628.921 |
| Minimum | 8958.6333 |
|---|---|
| Maximum | 22417.067 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 8958.6333 |
|---|---|
| 5-th percentile | 9448.17 |
| Q1 | 12071.129 |
| median | 15216.707 |
| Q3 | 16793.202 |
| 95-th percentile | 19372.868 |
| Maximum | 22417.067 |
| Range | 13458.433 |
| Interquartile range (IQR) | 4722.0726 |
Descriptive statistics
| Standard deviation | 3174.3458 |
|---|---|
| Coefficient of variation (CV) | 0.21699111 |
| Kurtosis | -0.75236055 |
| Mean | 14628.921 |
| Median Absolute Deviation (MAD) | 2252.2581 |
| Skewness | -0.032318726 |
| Sum | 2106564.6 |
| Variance | 10076471 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 9896.129032 | 1 | 0.7% |
| 9803 | 1 | 0.7% |
| 16415.43333 | 1 | 0.7% |
| 16583.74194 | 1 | 0.7% |
| 16317.63333 | 1 | 0.7% |
| 16059.16129 | 1 | 0.7% |
| 17304.29032 | 1 | 0.7% |
| 18872.03571 | 1 | 0.7% |
| 16757.64516 | 1 | 0.7% |
| 16580.53333 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 8958.633333 | 1 | |
| 9054.516129 | 1 | |
| 9067.166667 | 1 | |
| 9085.612903 | 1 | |
| 9219.258065 | 1 | |
| 9267.806452 | 1 | |
| 9349.967742 | 1 | |
| 9448.1 | 1 | |
| 9448.566667 | 1 | |
| 9471.16129 | 1 |
| Value | Count | Frequency (%) |
| 22417.06667 | 1 | |
| 21386.80645 | 1 | |
| 21192.09677 | 1 | |
| 20838.41935 | 1 | |
| 20451.8 | 1 | |
| 20399.43333 | 1 | |
| 20239.96774 | 1 | |
| 19376.5 | 1 | |
| 19352.28571 | 1 | |
| 19064.29032 | 1 |
Total_Population
Real number (ℝ)
| Distinct | 140 |
|---|---|
| Distinct (%) | 97.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45550.382 |
| Minimum | 43975 |
|---|---|
| Maximum | 46805 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 43975 |
|---|---|
| 5-th percentile | 44174.05 |
| Q1 | 44602.5 |
| median | 45796.5 |
| Q3 | 46432.75 |
| 95-th percentile | 46738.85 |
| Maximum | 46805 |
| Range | 2830 |
| Interquartile range (IQR) | 1830.25 |
Descriptive statistics
| Standard deviation | 930.70959 |
|---|---|
| Coefficient of variation (CV) | 0.020432531 |
| Kurtosis | -1.4524183 |
| Mean | 45550.382 |
| Median Absolute Deviation (MAD) | 780 |
| Skewness | -0.26823582 |
| Sum | 6559255 |
| Variance | 866220.34 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 46402 | 2 | 1.4% |
| 44224 | 2 | 1.4% |
| 46767 | 2 | 1.4% |
| 44786 | 2 | 1.4% |
| 44033 | 1 | 0.7% |
| 46240 | 1 | 0.7% |
| 46265 | 1 | 0.7% |
| 46281 | 1 | 0.7% |
| 46272 | 1 | 0.7% |
| 46338 | 1 | 0.7% |
| Other values (130) | 130 |
| Value | Count | Frequency (%) |
| 43975 | 1 | |
| 44033 | 1 | |
| 44034 | 1 | |
| 44046 | 1 | |
| 44085 | 1 | |
| 44112 | 1 | |
| 44150 | 1 | |
| 44173 | 1 | |
| 44180 | 1 | |
| 44193 | 1 |
| Value | Count | Frequency (%) |
| 46805 | 1 | |
| 46797 | 1 | |
| 46767 | 2 | |
| 46761 | 1 | |
| 46751 | 1 | |
| 46749 | 1 | |
| 46739 | 1 | |
| 46738 | 1 | |
| 46726 | 1 | |
| 46704 | 1 |
Households
Real number (ℝ)
| Distinct | 140 |
|---|---|
| Distinct (%) | 97.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20936.271 |
| Minimum | 18479 |
|---|---|
| Maximum | 23593 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 18479 |
|---|---|
| 5-th percentile | 18649.8 |
| Q1 | 19500 |
| median | 20818 |
| Q3 | 22416 |
| 95-th percentile | 23425.3 |
| Maximum | 23593 |
| Range | 5114 |
| Interquartile range (IQR) | 2916 |
Descriptive statistics
| Standard deviation | 1572.7728 |
|---|---|
| Coefficient of variation (CV) | 0.075121919 |
| Kurtosis | -1.2951605 |
| Mean | 20936.271 |
| Median Absolute Deviation (MAD) | 1487 |
| Skewness | 0.15109672 |
| Sum | 3014823 |
| Variance | 2473614.4 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 19160 | 2 | 1.4% |
| 20334 | 2 | 1.4% |
| 20348 | 2 | 1.4% |
| 21379 | 2 | 1.4% |
| 18479 | 1 | 0.7% |
| 21992 | 1 | 0.7% |
| 21814 | 1 | 0.7% |
| 21827 | 1 | 0.7% |
| 21947 | 1 | 0.7% |
| 22049 | 1 | 0.7% |
| Other values (130) | 130 |
| Value | Count | Frequency (%) |
| 18479 | 1 | |
| 18490 | 1 | |
| 18545 | 1 | |
| 18584 | 1 | |
| 18608 | 1 | |
| 18632 | 1 | |
| 18639 | 1 | |
| 18648 | 1 | |
| 18660 | 1 | |
| 18945 | 1 |
| Value | Count | Frequency (%) |
| 23593 | 1 | |
| 23585 | 1 | |
| 23559 | 1 | |
| 23547 | 1 | |
| 23541 | 1 | |
| 23516 | 1 | |
| 23486 | 1 | |
| 23440 | 1 | |
| 23342 | 1 | |
| 23339 | 1 |
Population_per_Households
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1846176 |
| Minimum | 1.9701183 |
|---|---|
| Maximum | 2.382867 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1.9701183 |
|---|---|
| 5-th percentile | 1.9879629 |
| Q1 | 2.0836242 |
| median | 2.1965364 |
| Q3 | 2.286051 |
| 95-th percentile | 2.3616448 |
| Maximum | 2.382867 |
| Range | 0.41274878 |
| Interquartile range (IQR) | 0.20242681 |
Descriptive statistics
| Standard deviation | 0.12020173 |
|---|---|
| Coefficient of variation (CV) | 0.055021864 |
| Kurtosis | -1.1507732 |
| Mean | 2.1846176 |
| Median Absolute Deviation (MAD) | 0.10269538 |
| Skewness | -0.20510836 |
| Sum | 314.58494 |
| Variance | 0.014448457 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.382867038 | 1 | 0.7% |
| 2.378312601 | 1 | 0.7% |
| 2.140610503 | 1 | 0.7% |
| 2.135895422 | 1 | 0.7% |
| 2.129672252 | 1 | 0.7% |
| 2.12522386 | 1 | 0.7% |
| 2.121206565 | 1 | 0.7% |
| 2.122966968 | 1 | 0.7% |
| 2.1142753 | 1 | 0.7% |
| 2.111222263 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 1.970118255 | 1 | |
| 1.9751113 | 1 | |
| 1.977418396 | 1 | |
| 1.980183705 | 1 | |
| 1.980507071 | 1 | |
| 1.981733996 | 1 | |
| 1.984756876 | 1 | |
| 1.987585324 | 1 | |
| 1.990102404 | 1 | |
| 1.992545626 | 1 |
| Value | Count | Frequency (%) |
| 2.382867038 | 1 | |
| 2.380695605 | 1 | |
| 2.378820491 | 1 | |
| 2.378312601 | 1 | |
| 2.37661221 | 1 | |
| 2.370813654 | 1 | |
| 2.365201996 | 1 | |
| 2.361969112 | 1 | |
| 2.359807074 | 1 | |
| 2.339733108 | 1 |
Male_Population
Real number (ℝ)
| Distinct | 137 |
|---|---|
| Distinct (%) | 95.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23209.514 |
| Minimum | 22443 |
|---|---|
| Maximum | 23936 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 22443 |
|---|---|
| 5-th percentile | 22489.75 |
| Q1 | 22674 |
| median | 23270.5 |
| Q3 | 23736.25 |
| 95-th percentile | 23881.1 |
| Maximum | 23936 |
| Range | 1493 |
| Interquartile range (IQR) | 1062.25 |
Descriptive statistics
| Standard deviation | 514.72058 |
|---|---|
| Coefficient of variation (CV) | 0.022177137 |
| Kurtosis | -1.4954041 |
| Mean | 23209.514 |
| Median Absolute Deviation (MAD) | 526 |
| Skewness | -0.083911735 |
| Sum | 3342170 |
| Variance | 264937.27 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 22504 | 2 | 1.4% |
| 23812 | 2 | 1.4% |
| 22513 | 2 | 1.4% |
| 23687 | 2 | 1.4% |
| 22499 | 2 | 1.4% |
| 23859 | 2 | 1.4% |
| 23541 | 2 | 1.4% |
| 23454 | 1 | 0.7% |
| 23514 | 1 | 0.7% |
| 23533 | 1 | 0.7% |
| Other values (127) | 127 |
| Value | Count | Frequency (%) |
| 22443 | 1 | |
| 22444 | 1 | |
| 22448 | 1 | |
| 22450 | 1 | |
| 22468 | 1 | |
| 22483 | 1 | |
| 22484 | 1 | |
| 22489 | 1 | |
| 22494 | 1 | |
| 22499 | 2 |
| Value | Count | Frequency (%) |
| 23936 | 1 | |
| 23927 | 1 | |
| 23922 | 1 | |
| 23916 | 1 | |
| 23910 | 1 | |
| 23903 | 1 | |
| 23895 | 1 | |
| 23882 | 1 | |
| 23876 | 1 | |
| 23872 | 1 |
Female_Population
Real number (ℝ)
| Distinct | 135 |
|---|---|
| Distinct (%) | 93.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22340.868 |
| Minimum | 21527 |
|---|---|
| Maximum | 22933 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 21527 |
|---|---|
| 5-th percentile | 21643.4 |
| Q1 | 21933.25 |
| median | 22506.5 |
| Q3 | 22676.75 |
| 95-th percentile | 22885 |
| Maximum | 22933 |
| Range | 1406 |
| Interquartile range (IQR) | 743.5 |
Descriptive statistics
| Standard deviation | 425.21753 |
|---|---|
| Coefficient of variation (CV) | 0.01903317 |
| Kurtosis | -1.2939831 |
| Mean | 22340.868 |
| Median Absolute Deviation (MAD) | 270 |
| Skewness | -0.42112348 |
| Sum | 3217085 |
| Variance | 180809.95 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 22885 | 3 | 2.1% |
| 22844 | 3 | 2.1% |
| 22805 | 2 | 1.4% |
| 22637 | 2 | 1.4% |
| 22039 | 2 | 1.4% |
| 22578 | 2 | 1.4% |
| 22670 | 2 | 1.4% |
| 22726 | 1 | 0.7% |
| 22701 | 1 | 0.7% |
| 22689 | 1 | 0.7% |
| Other values (125) | 125 |
| Value | Count | Frequency (%) |
| 21527 | 1 | |
| 21529 | 1 | |
| 21590 | 1 | |
| 21596 | 1 | |
| 21601 | 1 | |
| 21624 | 1 | |
| 21637 | 1 | |
| 21641 | 1 | |
| 21657 | 1 | |
| 21669 | 1 |
| Value | Count | Frequency (%) |
| 22933 | 1 | 0.7% |
| 22932 | 1 | 0.7% |
| 22905 | 1 | 0.7% |
| 22900 | 1 | 0.7% |
| 22898 | 1 | 0.7% |
| 22897 | 1 | 0.7% |
| 22895 | 1 | 0.7% |
| 22885 | 3 | |
| 22881 | 1 | 0.7% |
| 22851 | 1 | 0.7% |
Male_Female_Ratio
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0388371 |
| Minimum | 1.0279157 |
|---|---|
| Maximum | 1.0549625 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1.0279157 |
|---|---|
| 5-th percentile | 1.0318919 |
| Q1 | 1.0343745 |
| median | 1.0359381 |
| Q3 | 1.0425349 |
| 95-th percentile | 1.0536775 |
| Maximum | 1.0549625 |
| Range | 0.02704679 |
| Interquartile range (IQR) | 0.0081603513 |
Descriptive statistics
| Standard deviation | 0.0067697443 |
|---|---|
| Coefficient of variation (CV) | 0.0065166564 |
| Kurtosis | 0.094428323 |
| Mean | 1.0388371 |
| Median Absolute Deviation (MAD) | 0.0029048345 |
| Skewness | 1.0693534 |
| Sum | 149.59254 |
| Variance | 4.5829438 × 10-5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.045287751 | 1 | 0.7% |
| 1.042783481 | 1 | 0.7% |
| 1.033716779 | 1 | 0.7% |
| 1.034673942 | 1 | 0.7% |
| 1.035236671 | 1 | 0.7% |
| 1.035224274 | 1 | 0.7% |
| 1.035634156 | 1 | 0.7% |
| 1.037641265 | 1 | 0.7% |
| 1.039648352 | 1 | 0.7% |
| 1.040610029 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 1.027915716 | 1 | |
| 1.029748591 | 1 | |
| 1.030269505 | 1 | |
| 1.030272139 | 1 | |
| 1.030282818 | 1 | |
| 1.030745133 | 1 | |
| 1.031202887 | 1 | |
| 1.031851623 | 1 | |
| 1.032120295 | 1 | |
| 1.032442051 | 1 |
| Value | Count | Frequency (%) |
| 1.054962506 | 1 | |
| 1.054681284 | 1 | |
| 1.054656852 | 1 | |
| 1.054279289 | 1 | |
| 1.054234737 | 1 | |
| 1.053989678 | 1 | |
| 1.053924162 | 1 | |
| 1.053706638 | 1 | |
| 1.053512296 | 1 | |
| 1.053229428 | 1 |
Population_aging_Ratio
Real number (ℝ)
| Distinct | 81 |
|---|---|
| Distinct (%) | 56.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.007639 |
| Minimum | 21.2 |
|---|---|
| Maximum | 31.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 21.2 |
|---|---|
| 5-th percentile | 21.515 |
| Q1 | 23.075 |
| median | 24.25 |
| Q3 | 26.65 |
| 95-th percentile | 30.17 |
| Maximum | 31.1 |
| Range | 9.9 |
| Interquartile range (IQR) | 3.575 |
Descriptive statistics
| Standard deviation | 2.6482104 |
|---|---|
| Coefficient of variation (CV) | 0.10589606 |
| Kurtosis | -0.55940478 |
| Mean | 25.007639 |
| Median Absolute Deviation (MAD) | 1.75 |
| Skewness | 0.61532748 |
| Sum | 3601.1 |
| Variance | 7.0130182 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 23.7 | 8 | 5.6% |
| 24 | 6 | 4.2% |
| 23.6 | 5 | 3.5% |
| 24.1 | 4 | 2.8% |
| 24.4 | 4 | 2.8% |
| 24.5 | 4 | 2.8% |
| 21.2 | 3 | 2.1% |
| 23.9 | 3 | 2.1% |
| 24.6 | 3 | 2.1% |
| 23 | 3 | 2.1% |
| Other values (71) | 101 |
| Value | Count | Frequency (%) |
| 21.2 | 3 | |
| 21.3 | 3 | |
| 21.5 | 2 | |
| 21.6 | 2 | |
| 21.7 | 3 | |
| 21.8 | 3 | |
| 21.9 | 3 | |
| 22 | 1 | 0.7% |
| 22.1 | 2 | |
| 22.2 | 2 |
| Value | Count | Frequency (%) |
| 31.1 | 1 | |
| 30.9 | 1 | |
| 30.8 | 1 | |
| 30.7 | 1 | |
| 30.5 | 1 | |
| 30.4 | 1 | |
| 30.3 | 1 | |
| 30.2 | 1 | |
| 30 | 1 | |
| 29.9 | 2 |
Power_usage
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47139927 |
| Minimum | 30317000 |
|---|---|
| Maximum | 71894627 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 30317000 |
|---|---|
| 5-th percentile | 32080850 |
| Q1 | 37578531 |
| median | 46713000 |
| Q3 | 54908981 |
| 95-th percentile | 64452588 |
| Maximum | 71894627 |
| Range | 41577627 |
| Interquartile range (IQR) | 17330450 |
Descriptive statistics
| Standard deviation | 10481965 |
|---|---|
| Coefficient of variation (CV) | 0.22235854 |
| Kurtosis | -0.96971581 |
| Mean | 47139927 |
| Median Absolute Deviation (MAD) | 8322890 |
| Skewness | 0.25808878 |
| Sum | 6.7881494 × 109 |
| Variance | 1.0987159 × 1014 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 62609000 | 1 | 0.7% |
| 59106000 | 1 | 0.7% |
| 39364339 | 1 | 0.7% |
| 36860991 | 1 | 0.7% |
| 50246839 | 1 | 0.7% |
| 60673290 | 1 | 0.7% |
| 66038684 | 1 | 0.7% |
| 67456931 | 1 | 0.7% |
| 54898308 | 1 | 0.7% |
| 47990767 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 30317000 | 1 | |
| 30762000 | 1 | |
| 30844000 | 1 | |
| 31200000 | 1 | |
| 31503000 | 1 | |
| 31930000 | 1 | |
| 31964000 | 1 | |
| 32057000 | 1 | |
| 32216000 | 1 | |
| 32394000 | 1 |
| Value | Count | Frequency (%) |
| 71894627 | 1 | |
| 67479351 | 1 | |
| 67456931 | 1 | |
| 66768374 | 1 | |
| 66038684 | 1 | |
| 65258908 | 1 | |
| 64786777 | 1 | |
| 64562810 | 1 | |
| 63828000 | 1 | |
| 63728000 | 1 |
Num_of_Business
Real number (ℝ)
| Distinct | 139 |
|---|---|
| Distinct (%) | 96.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2188.0417 |
| Minimum | 1083 |
|---|---|
| Maximum | 4376 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1083 |
|---|---|
| 5-th percentile | 1457.95 |
| Q1 | 1808.5 |
| median | 2223 |
| Q3 | 2489 |
| 95-th percentile | 2779.8 |
| Maximum | 4376 |
| Range | 3293 |
| Interquartile range (IQR) | 680.5 |
Descriptive statistics
| Standard deviation | 475.71893 |
|---|---|
| Coefficient of variation (CV) | 0.21741767 |
| Kurtosis | 2.1705326 |
| Mean | 2188.0417 |
| Median Absolute Deviation (MAD) | 314 |
| Skewness | 0.45680137 |
| Sum | 315078 |
| Variance | 226308.5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2650 | 2 | 1.4% |
| 2379 | 2 | 1.4% |
| 1682 | 2 | 1.4% |
| 2313 | 2 | 1.4% |
| 2463 | 2 | 1.4% |
| 2678 | 1 | 0.7% |
| 2610 | 1 | 0.7% |
| 2376 | 1 | 0.7% |
| 1950 | 1 | 0.7% |
| 2167 | 1 | 0.7% |
| Other values (129) | 129 |
| Value | Count | Frequency (%) |
| 1083 | 1 | |
| 1122 | 1 | |
| 1224 | 1 | |
| 1295 | 1 | |
| 1323 | 1 | |
| 1370 | 1 | |
| 1417 | 1 | |
| 1450 | 1 | |
| 1503 | 1 | |
| 1505 | 1 |
| Value | Count | Frequency (%) |
| 4376 | 1 | |
| 3250 | 1 | |
| 3146 | 1 | |
| 3118 | 1 | |
| 3008 | 1 | |
| 2961 | 1 | |
| 2798 | 1 | |
| 2784 | 1 | |
| 2756 | 1 | |
| 2753 | 1 |
Business_above_100
Real number (ℝ)
| Distinct | 18 |
|---|---|
| Distinct (%) | 12.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.666667 |
| Minimum | 13 |
|---|---|
| Maximum | 30 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 13 |
|---|---|
| 5-th percentile | 14 |
| Q1 | 16 |
| median | 20 |
| Q3 | 25.25 |
| 95-th percentile | 28 |
| Maximum | 30 |
| Range | 17 |
| Interquartile range (IQR) | 9.25 |
Descriptive statistics
| Standard deviation | 4.9852931 |
|---|---|
| Coefficient of variation (CV) | 0.24122386 |
| Kurtosis | -1.2670098 |
| Mean | 20.666667 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.30674451 |
| Sum | 2976 |
| Variance | 24.853147 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 16 | 18 | |
| 15 | 18 | |
| 21 | 16 | |
| 28 | 14 | |
| 27 | 12 | |
| 19 | 11 | 7.6% |
| 17 | 8 | 5.6% |
| 22 | 7 | 4.9% |
| 14 | 7 | 4.9% |
| 20 | 5 | 3.5% |
| Other values (8) | 28 |
| Value | Count | Frequency (%) |
| 13 | 2 | 1.4% |
| 14 | 7 | 4.9% |
| 15 | 18 | |
| 16 | 18 | |
| 17 | 8 | |
| 18 | 4 | 2.8% |
| 19 | 11 | |
| 20 | 5 | 3.5% |
| 21 | 16 | |
| 22 | 7 | 4.9% |
| Value | Count | Frequency (%) |
| 30 | 3 | 2.1% |
| 29 | 3 | 2.1% |
| 28 | 14 | |
| 27 | 12 | |
| 26 | 4 | 2.8% |
| 25 | 5 | 3.5% |
| 24 | 4 | 2.8% |
| 23 | 3 | 2.1% |
| 22 | 7 | |
| 21 | 16 |
complex_area
Real number (ℝ)
| Distinct | 8 |
|---|---|
| Distinct (%) | 5.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1946640.6 |
| Minimum | 1760221 |
|---|---|
| Maximum | 2726943 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1760221 |
|---|---|
| 5-th percentile | 1760221 |
| Q1 | 1761105.2 |
| median | 1763060 |
| Q3 | 1763060 |
| 95-th percentile | 2726943 |
| Maximum | 2726943 |
| Range | 966722 |
| Interquartile range (IQR) | 1954.75 |
Descriptive statistics
| Standard deviation | 369841.25 |
|---|---|
| Coefficient of variation (CV) | 0.18998949 |
| Kurtosis | 0.35368424 |
| Mean | 1946640.6 |
| Median Absolute Deviation (MAD) | 1660 |
| Skewness | 1.5230607 |
| Sum | 2.8031624 × 108 |
| Variance | 1.3678255 × 1011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 1763060 | 56 | |
| 1760221 | 36 | |
| 2726943 | 17 | 11.8% |
| 1761400 | 12 | 8.3% |
| 2614270 | 9 | 6.2% |
| 1763059 | 6 | 4.2% |
| 1763539 | 5 | 3.5% |
| 2599206 | 3 | 2.1% |
| Value | Count | Frequency (%) |
| 1760221 | 36 | |
| 1761400 | 12 | 8.3% |
| 1763059 | 6 | 4.2% |
| 1763060 | 56 | |
| 1763539 | 5 | 3.5% |
| 2599206 | 3 | 2.1% |
| 2614270 | 9 | 6.2% |
| 2726943 | 17 | 11.8% |
| Value | Count | Frequency (%) |
| 2726943 | 17 | 11.8% |
| 2614270 | 9 | 6.2% |
| 2599206 | 3 | 2.1% |
| 1763539 | 5 | 3.5% |
| 1763060 | 56 | |
| 1763059 | 6 | 4.2% |
| 1761400 | 12 | 8.3% |
| 1760221 | 36 |
annual_household_income
Real number (ℝ)
| Distinct | 11 |
|---|---|
| Distinct (%) | 7.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 766.16667 |
| Minimum | 555 |
|---|---|
| Maximum | 1121 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 555 |
|---|---|
| 5-th percentile | 555 |
| Q1 | 657 |
| median | 707.5 |
| Q3 | 847.25 |
| 95-th percentile | 1121 |
| Maximum | 1121 |
| Range | 566 |
| Interquartile range (IQR) | 190.25 |
Descriptive statistics
| Standard deviation | 177.00105 |
|---|---|
| Coefficient of variation (CV) | 0.2310216 |
| Kurtosis | -0.65649883 |
| Mean | 766.16667 |
| Median Absolute Deviation (MAD) | 93.5 |
| Skewness | 0.84267311 |
| Sum | 110328 |
| Variance | 31329.371 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 727 | 24 | |
| 555 | 12 | |
| 600 | 12 | |
| 675 | 12 | |
| 1010 | 12 | |
| 606 | 12 | |
| 674 | 12 | |
| 688 | 12 | |
| 793 | 12 | |
| 1018 | 12 |
| Value | Count | Frequency (%) |
| 555 | 12 | |
| 600 | 12 | |
| 606 | 12 | |
| 674 | 12 | |
| 675 | 12 | |
| 688 | 12 | |
| 727 | 24 | |
| 793 | 12 | |
| 1010 | 12 | |
| 1018 | 12 |
| Value | Count | Frequency (%) |
| 1121 | 12 | |
| 1018 | 12 | |
| 1010 | 12 | |
| 793 | 12 | |
| 727 | 24 | |
| 688 | 12 | |
| 675 | 12 | |
| 674 | 12 | |
| 606 | 12 | |
| 600 | 12 |
High_School_Graduate_num
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 522.91667 |
| Minimum | 451 |
|---|---|
| Maximum | 572 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 451 |
|---|---|
| 5-th percentile | 451 |
| Q1 | 505.25 |
| median | 522 |
| Q3 | 548.75 |
| 95-th percentile | 572 |
| Maximum | 572 |
| Range | 121 |
| Interquartile range (IQR) | 43.5 |
Descriptive statistics
| Standard deviation | 36.921671 |
|---|---|
| Coefficient of variation (CV) | 0.07060718 |
| Kurtosis | -0.69252695 |
| Mean | 522.91667 |
| Median Absolute Deviation (MAD) | 21 |
| Skewness | -0.34949801 |
| Sum | 75300 |
| Variance | 1363.2098 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 570 | 12 | |
| 572 | 12 | |
| 538 | 12 | |
| 526 | 12 | |
| 542 | 12 | |
| 569 | 12 | |
| 500 | 12 | |
| 512 | 12 | |
| 518 | 12 | |
| 507 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 451 | 12 | |
| 470 | 12 | |
| 500 | 12 | |
| 507 | 12 | |
| 512 | 12 | |
| 518 | 12 | |
| 526 | 12 | |
| 538 | 12 | |
| 542 | 12 | |
| 569 | 12 |
| Value | Count | Frequency (%) |
| 572 | 12 | |
| 570 | 12 | |
| 569 | 12 | |
| 542 | 12 | |
| 538 | 12 | |
| 526 | 12 | |
| 518 | 12 | |
| 512 | 12 | |
| 507 | 12 | |
| 500 | 12 |
High_School_Graduate_ratio
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0015586 |
| Minimum | 0.88809947 |
|---|---|
| Maximum | 1.1682028 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.88809947 |
|---|---|
| 5-th percentile | 0.88809947 |
| Q1 | 0.91267559 |
| median | 0.96175579 |
| Q3 | 1.0692052 |
| 95-th percentile | 1.1682028 |
| Maximum | 1.1682028 |
| Range | 0.2801033 |
| Interquartile range (IQR) | 0.1565296 |
Descriptive statistics
| Standard deviation | 0.096293736 |
|---|---|
| Coefficient of variation (CV) | 0.096143883 |
| Kurtosis | -1.2110865 |
| Mean | 1.0015586 |
| Median Absolute Deviation (MAD) | 0.066206943 |
| Skewness | 0.49936125 |
| Sum | 144.22444 |
| Variance | 0.0092724836 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 1.043956044 | 12 | |
| 0.9662162162 | 12 | |
| 0.9572953737 | 12 | |
| 0.9147826087 | 12 | |
| 0.9063545151 | 12 | |
| 0.956302521 | 12 | |
| 0.8880994671 | 12 | |
| 0.9029982363 | 12 | |
| 1.057142857 | 12 | |
| 1.168202765 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 0.8880994671 | 12 | |
| 0.9029982363 | 12 | |
| 0.9063545151 | 12 | |
| 0.9147826087 | 12 | |
| 0.956302521 | 12 | |
| 0.9572953737 | 12 | |
| 0.9662162162 | 12 | |
| 1.043956044 | 12 | |
| 1.057142857 | 12 | |
| 1.105392157 | 12 |
| Value | Count | Frequency (%) |
| 1.168202765 | 12 | |
| 1.151960784 | 12 | |
| 1.105392157 | 12 | |
| 1.057142857 | 12 | |
| 1.043956044 | 12 | |
| 0.9662162162 | 12 | |
| 0.9572953737 | 12 | |
| 0.956302521 | 12 | |
| 0.9147826087 | 12 | |
| 0.9063545151 | 12 |
personal_expense
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39422348 |
| Minimum | 27625210 |
|---|---|
| Maximum | 56297395 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 27625210 |
|---|---|
| 5-th percentile | 27625210 |
| Q1 | 31768685 |
| median | 35878826 |
| Q3 | 48265670 |
| 95-th percentile | 56297395 |
| Maximum | 56297395 |
| Range | 28672185 |
| Interquartile range (IQR) | 16496985 |
Descriptive statistics
| Standard deviation | 9796809.7 |
|---|---|
| Coefficient of variation (CV) | 0.24850904 |
| Kurtosis | -1.2247315 |
| Mean | 39422348 |
| Median Absolute Deviation (MAD) | 6163670 |
| Skewness | 0.53178332 |
| Sum | 5.6768181 × 109 |
| Variance | 9.5977481 × 1013 |
| Monotonicity | Increasing |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 27625210 | 12 | |
| 28836709 | 12 | |
| 30593604 | 12 | |
| 32160379 | 12 | |
| 33623259 | 12 | |
| 34629057 | 12 | |
| 37128596 | 12 | |
| 39641900 | 12 | |
| 47425504 | 12 | |
| 50786170 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 27625210 | 12 | |
| 28836709 | 12 | |
| 30593604 | 12 | |
| 32160379 | 12 | |
| 33623259 | 12 | |
| 34629057 | 12 | |
| 37128596 | 12 | |
| 39641900 | 12 | |
| 47425504 | 12 | |
| 50786170 | 12 |
| Value | Count | Frequency (%) |
| 56297395 | 12 | |
| 54320394 | 12 | |
| 50786170 | 12 | |
| 47425504 | 12 | |
| 39641900 | 12 | |
| 37128596 | 12 | |
| 34629057 | 12 | |
| 33623259 | 12 | |
| 32160379 | 12 | |
| 30593604 | 12 |
benefits_vs_personal_expense
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 114.05 |
| Minimum | 71.3 |
|---|---|
| Maximum | 141 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 71.3 |
|---|---|
| 5-th percentile | 71.3 |
| Q1 | 108.475 |
| median | 113.9 |
| Q3 | 119.825 |
| 95-th percentile | 141 |
| Maximum | 141 |
| Range | 69.7 |
| Interquartile range (IQR) | 11.35 |
Descriptive statistics
| Standard deviation | 16.923547 |
|---|---|
| Coefficient of variation (CV) | 0.14838708 |
| Kurtosis | 1.3905123 |
| Mean | 114.05 |
| Median Absolute Deviation (MAD) | 5.55 |
| Skewness | -0.83421493 |
| Sum | 16423.2 |
| Variance | 286.40643 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 112.7 | 12 | |
| 108.6 | 12 | |
| 102.2 | 12 | |
| 71.3 | 12 | |
| 123.5 | 12 | |
| 113.2 | 12 | |
| 117.8 | 12 | |
| 118.6 | 12 | |
| 141 | 12 | |
| 137 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 71.3 | 12 | |
| 102.2 | 12 | |
| 108.1 | 12 | |
| 108.6 | 12 | |
| 112.7 | 12 | |
| 113.2 | 12 | |
| 114.6 | 12 | |
| 117.8 | 12 | |
| 118.6 | 12 | |
| 123.5 | 12 |
| Value | Count | Frequency (%) |
| 141 | 12 | |
| 137 | 12 | |
| 123.5 | 12 | |
| 118.6 | 12 | |
| 117.8 | 12 | |
| 114.6 | 12 | |
| 113.2 | 12 | |
| 112.7 | 12 | |
| 108.6 | 12 | |
| 108.1 | 12 |
employment_ratio
Real number (ℝ)
| Distinct | 140 |
|---|---|
| Distinct (%) | 97.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9475.4167 |
| Minimum | 7339 |
|---|---|
| Maximum | 12140 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 7339 |
|---|---|
| 5-th percentile | 7796.9 |
| Q1 | 8514.75 |
| median | 9470.5 |
| Q3 | 10122.75 |
| 95-th percentile | 11579 |
| Maximum | 12140 |
| Range | 4801 |
| Interquartile range (IQR) | 1608 |
Descriptive statistics
| Standard deviation | 1140.1328 |
|---|---|
| Coefficient of variation (CV) | 0.12032535 |
| Kurtosis | -0.45921343 |
| Mean | 9475.4167 |
| Median Absolute Deviation (MAD) | 770.5 |
| Skewness | 0.2745978 |
| Sum | 1364460 |
| Variance | 1299902.8 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10249 | 2 | 1.4% |
| 9440 | 2 | 1.4% |
| 11579 | 2 | 1.4% |
| 8025 | 2 | 1.4% |
| 9561 | 1 | 0.7% |
| 9512 | 1 | 0.7% |
| 9472 | 1 | 0.7% |
| 9506 | 1 | 0.7% |
| 9712 | 1 | 0.7% |
| 9988 | 1 | 0.7% |
| Other values (130) | 130 |
| Value | Count | Frequency (%) |
| 7339 | 1 | |
| 7459 | 1 | |
| 7647 | 1 | |
| 7696 | 1 | |
| 7727 | 1 | |
| 7752 | 1 | |
| 7755 | 1 | |
| 7796 | 1 | |
| 7802 | 1 | |
| 7833 | 1 |
| Value | Count | Frequency (%) |
| 12140 | 1 | |
| 11981 | 1 | |
| 11903 | 1 | |
| 11851 | 1 | |
| 11826 | 1 | |
| 11825 | 1 | |
| 11617 | 1 | |
| 11579 | 2 | |
| 11531 | 1 | |
| 11399 | 1 |
employment_insurance_ratio
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.20765678 |
| Minimum | 0.16667045 |
|---|---|
| Maximum | 0.26061009 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.16667045 |
|---|---|
| 5-th percentile | 0.17616931 |
| Q1 | 0.19146969 |
| median | 0.20649217 |
| Q3 | 0.21789277 |
| 95-th percentile | 0.24853255 |
| Maximum | 0.26061009 |
| Range | 0.093939642 |
| Interquartile range (IQR) | 0.026423078 |
Descriptive statistics
| Standard deviation | 0.021397277 |
|---|---|
| Coefficient of variation (CV) | 0.10304155 |
| Kurtosis | -0.19111435 |
| Mean | 0.20765678 |
| Median Absolute Deviation (MAD) | 0.012554987 |
| Skewness | 0.40906676 |
| Sum | 29.902576 |
| Variance | 0.00045784348 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1666704517 | 1 | 0.7% |
| 0.1696191018 | 1 | 0.7% |
| 0.2061417767 | 1 | 0.7% |
| 0.2048442907 | 1 | 0.7% |
| 0.2054684967 | 1 | 0.7% |
| 0.2039713921 | 1 | 0.7% |
| 0.2098893499 | 1 | 0.7% |
| 0.2155466356 | 1 | 0.7% |
| 0.2060471531 | 1 | 0.7% |
| 0.2090458755 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 0.1666704517 | 1 | |
| 0.1696191018 | 1 | |
| 0.173204983 | 1 | |
| 0.1744649982 | 1 | |
| 0.1747873688 | 1 | |
| 0.1754123956 | 1 | |
| 0.1755597311 | 1 | |
| 0.1761250678 | 1 | |
| 0.1764200434 | 1 | |
| 0.1765779982 | 1 |
| Value | Count | Frequency (%) |
| 0.2606100938 | 1 | |
| 0.2571802688 | 1 | |
| 0.2552374826 | 1 | |
| 0.2544989907 | 1 | |
| 0.2544050257 | 1 | |
| 0.2534939552 | 1 | |
| 0.2497742421 | 1 | |
| 0.2485350619 | 1 | |
| 0.248518287 | 1 | |
| 0.2484017677 | 1 |
Average_Temp
Real number (ℝ)
| Distinct | 112 |
|---|---|
| Distinct (%) | 77.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.4875 |
| Minimum | -7.7 |
|---|---|
| Maximum | 27.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 23 |
| Negative (%) | 16.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | -7.7 |
|---|---|
| 5-th percentile | -2.855 |
| Q1 | 3.4 |
| median | 13.55 |
| Q3 | 21.875 |
| 95-th percentile | 26.2 |
| Maximum | 27.4 |
| Range | 35.1 |
| Interquartile range (IQR) | 18.475 |
Descriptive statistics
| Standard deviation | 10.196111 |
|---|---|
| Coefficient of variation (CV) | 0.81650539 |
| Kurtosis | -1.3200592 |
| Mean | 12.4875 |
| Median Absolute Deviation (MAD) | 8.85 |
| Skewness | -0.15821384 |
| Sum | 1798.2 |
| Variance | 103.96068 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 26.2 | 4 | 2.8% |
| -1.6 | 3 | 2.1% |
| 19.9 | 3 | 2.1% |
| 1.3 | 3 | 2.1% |
| 0.8 | 3 | 2.1% |
| 7.3 | 3 | 2.1% |
| 13.2 | 2 | 1.4% |
| 4.9 | 2 | 1.4% |
| 23.6 | 2 | 1.4% |
| 19.5 | 2 | 1.4% |
| Other values (102) | 117 |
| Value | Count | Frequency (%) |
| -7.7 | 1 | |
| -5 | 1 | |
| -4.9 | 2 | |
| -3.9 | 1 | |
| -3.8 | 1 | |
| -3.1 | 1 | |
| -2.9 | 1 | |
| -2.6 | 1 | |
| -2.5 | 1 | |
| -2.2 | 1 |
| Value | Count | Frequency (%) |
| 27.4 | 1 | 0.7% |
| 27.1 | 2 | |
| 27 | 1 | 0.7% |
| 26.9 | 1 | 0.7% |
| 26.7 | 1 | 0.7% |
| 26.5 | 1 | 0.7% |
| 26.2 | 4 | |
| 26.1 | 2 | |
| 26 | 1 | 0.7% |
| 25.9 | 1 | 0.7% |
Monthly_Rainfall
Real number (ℝ)
| Distinct | 139 |
|---|---|
| Distinct (%) | 96.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 101.41806 |
| Minimum | 0.7 |
|---|---|
| Maximum | 882 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.7 |
|---|---|
| 5-th percentile | 8.7 |
| Q1 | 25.15 |
| median | 50.6 |
| Q3 | 123.15 |
| 95-th percentile | 364.095 |
| Maximum | 882 |
| Range | 881.3 |
| Interquartile range (IQR) | 98 |
Descriptive statistics
| Standard deviation | 134.5907 |
|---|---|
| Coefficient of variation (CV) | 1.3270881 |
| Kurtosis | 11.230837 |
| Mean | 101.41806 |
| Median Absolute Deviation (MAD) | 32.95 |
| Skewness | 3.0341863 |
| Sum | 14604.2 |
| Variance | 18114.656 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 258.2 | 2 | 1.4% |
| 35.2 | 2 | 1.4% |
| 19 | 2 | 1.4% |
| 16.8 | 2 | 1.4% |
| 11 | 2 | 1.4% |
| 505.6 | 1 | 0.7% |
| 273.6 | 1 | 0.7% |
| 16 | 1 | 0.7% |
| 15.9 | 1 | 0.7% |
| 4.4 | 1 | 0.7% |
| Other values (129) | 129 |
| Value | Count | Frequency (%) |
| 0.7 | 1 | |
| 1.6 | 1 | |
| 2.1 | 1 | |
| 3.8 | 1 | |
| 4.2 | 1 | |
| 4.4 | 1 | |
| 4.9 | 1 | |
| 8.4 | 1 | |
| 10.4 | 1 | |
| 10.5 | 1 |
| Value | Count | Frequency (%) |
| 882 | 1 | |
| 642.2 | 1 | |
| 634 | 1 | |
| 550.2 | 1 | |
| 505.6 | 1 | |
| 449.6 | 1 | |
| 369.8 | 1 | |
| 364.8 | 1 | |
| 360.1 | 1 | |
| 338.1 | 1 |
Average_Relative_Humadity
Real number (ℝ)
| Distinct | 35 |
|---|---|
| Distinct (%) | 24.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 63 |
| Minimum | 44 |
|---|---|
| Maximum | 82 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 44 |
|---|---|
| 5-th percentile | 50 |
| Q1 | 56 |
| median | 64 |
| Q3 | 69.25 |
| 95-th percentile | 77.7 |
| Maximum | 82 |
| Range | 38 |
| Interquartile range (IQR) | 13.25 |
Descriptive statistics
| Standard deviation | 8.6364004 |
|---|---|
| Coefficient of variation (CV) | 0.13708572 |
| Kurtosis | -0.76246549 |
| Mean | 63 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | -0.068562777 |
| Sum | 9072 |
| Variance | 74.587413 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=35)
| Value | Count | Frequency (%) |
| 64 | 12 | 8.3% |
| 68 | 9 | 6.2% |
| 58 | 8 | 5.6% |
| 71 | 8 | 5.6% |
| 66 | 7 | 4.9% |
| 67 | 6 | 4.2% |
| 56 | 6 | 4.2% |
| 53 | 6 | 4.2% |
| 73 | 5 | 3.5% |
| 60 | 5 | 3.5% |
| Other values (25) | 72 |
| Value | Count | Frequency (%) |
| 44 | 1 | 0.7% |
| 45 | 2 | 1.4% |
| 47 | 1 | 0.7% |
| 48 | 2 | 1.4% |
| 49 | 1 | 0.7% |
| 50 | 5 | |
| 51 | 4 | |
| 52 | 3 | |
| 53 | 6 | |
| 54 | 3 |
| Value | Count | Frequency (%) |
| 82 | 1 | 0.7% |
| 79 | 3 | 2.1% |
| 78 | 4 | |
| 76 | 2 | 1.4% |
| 75 | 2 | 1.4% |
| 74 | 5 | |
| 73 | 5 | |
| 72 | 3 | 2.1% |
| 71 | 8 | |
| 70 | 3 | 2.1% |
Ground_Temp
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 115 |
|---|---|
| Distinct (%) | 79.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.778472 |
| Minimum | -5.5 |
|---|---|
| Maximum | 32 |
| Zeros | 2 |
| Zeros (%) | 1.4% |
| Negative | 22 |
| Negative (%) | 15.3% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | -5.5 |
|---|---|
| 5-th percentile | -1.8 |
| Q1 | 4.225 |
| median | 14.25 |
| Q3 | 24.525 |
| 95-th percentile | 28.485 |
| Maximum | 32 |
| Range | 37.5 |
| Interquartile range (IQR) | 20.3 |
Descriptive statistics
| Standard deviation | 11.081309 |
|---|---|
| Coefficient of variation (CV) | 0.80424801 |
| Kurtosis | -1.4543629 |
| Mean | 13.778472 |
| Median Absolute Deviation (MAD) | 10.6 |
| Skewness | -0.068373164 |
| Sum | 1984.1 |
| Variance | 122.79541 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 27.8 | 3 | 2.1% |
| -1.5 | 3 | 2.1% |
| -1.7 | 3 | 2.1% |
| 26.6 | 3 | 2.1% |
| 27.5 | 2 | 1.4% |
| 21.7 | 2 | 1.4% |
| -3.4 | 2 | 1.4% |
| 22.2 | 2 | 1.4% |
| 0 | 2 | 1.4% |
| 15.2 | 2 | 1.4% |
| Other values (105) | 120 |
| Value | Count | Frequency (%) |
| -5.5 | 1 | 0.7% |
| -3.4 | 2 | |
| -2.8 | 1 | 0.7% |
| -2.7 | 1 | 0.7% |
| -2.3 | 1 | 0.7% |
| -1.9 | 1 | 0.7% |
| -1.8 | 2 | |
| -1.7 | 3 | |
| -1.5 | 3 | |
| -1.2 | 1 | 0.7% |
| Value | Count | Frequency (%) |
| 32 | 1 | |
| 30.6 | 2 | |
| 29.5 | 1 | |
| 29.3 | 1 | |
| 28.8 | 1 | |
| 28.6 | 1 | |
| 28.5 | 1 | |
| 28.4 | 1 | |
| 28.1 | 2 | |
| 28 | 1 |
Average_Wind
Real number (ℝ)
| Distinct | 16 |
|---|---|
| Distinct (%) | 11.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.2194444 |
| Minimum | 0.6 |
|---|---|
| Maximum | 2.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.6 |
|---|---|
| 5-th percentile | 0.8 |
| Q1 | 1 |
| median | 1.2 |
| Q3 | 1.4 |
| 95-th percentile | 1.8 |
| Maximum | 2.1 |
| Range | 1.5 |
| Interquartile range (IQR) | 0.4 |
Descriptive statistics
| Standard deviation | 0.31584669 |
|---|---|
| Coefficient of variation (CV) | 0.25900867 |
| Kurtosis | -0.11357238 |
| Mean | 1.2194444 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | 0.58039557 |
| Sum | 175.6 |
| Variance | 0.09975913 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 1.2 | 23 | |
| 1.1 | 20 | |
| 0.8 | 15 | |
| 1 | 14 | |
| 0.9 | 13 | |
| 1.3 | 13 | |
| 1.4 | 12 | |
| 1.6 | 9 | 6.2% |
| 1.7 | 7 | 4.9% |
| 1.5 | 6 | 4.2% |
| Other values (6) | 12 |
| Value | Count | Frequency (%) |
| 0.6 | 1 | 0.7% |
| 0.7 | 2 | 1.4% |
| 0.8 | 15 | |
| 0.9 | 13 | |
| 1 | 14 | |
| 1.1 | 20 | |
| 1.2 | 23 | |
| 1.3 | 13 | |
| 1.4 | 12 | |
| 1.5 | 6 | 4.2% |
| Value | Count | Frequency (%) |
| 2.1 | 1 | 0.7% |
| 2 | 3 | 2.1% |
| 1.9 | 2 | 1.4% |
| 1.8 | 3 | 2.1% |
| 1.7 | 7 | 4.9% |
| 1.6 | 9 | 6.2% |
| 1.5 | 6 | 4.2% |
| 1.4 | 12 | |
| 1.3 | 13 | |
| 1.2 | 23 |
Average_Pressure
Real number (ℝ)
| Distinct | 99 |
|---|---|
| Distinct (%) | 68.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 998.50278 |
| Minimum | 988.6 |
|---|---|
| Maximum | 1008.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 988.6 |
|---|---|
| 5-th percentile | 989.6 |
| Q1 | 992.3 |
| median | 999.1 |
| Q3 | 1004.325 |
| 95-th percentile | 1006.8 |
| Maximum | 1008.6 |
| Range | 20 |
| Interquartile range (IQR) | 12.025 |
Descriptive statistics
| Standard deviation | 6.1169139 |
|---|---|
| Coefficient of variation (CV) | 0.006126086 |
| Kurtosis | -1.4229774 |
| Mean | 998.50278 |
| Median Absolute Deviation (MAD) | 5.65 |
| Skewness | -0.11071392 |
| Sum | 143784.4 |
| Variance | 37.416636 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1003.4 | 3 | 2.1% |
| 1006.8 | 3 | 2.1% |
| 1004.8 | 3 | 2.1% |
| 1002.6 | 3 | 2.1% |
| 999.1 | 3 | 2.1% |
| 989.2 | 3 | 2.1% |
| 990.2 | 3 | 2.1% |
| 1006.4 | 2 | 1.4% |
| 1005.3 | 2 | 1.4% |
| 1007.2 | 2 | 1.4% |
| Other values (89) | 117 |
| Value | Count | Frequency (%) |
| 988.6 | 1 | 0.7% |
| 988.8 | 2 | |
| 989.1 | 1 | 0.7% |
| 989.2 | 3 | |
| 989.6 | 2 | |
| 989.7 | 1 | 0.7% |
| 989.8 | 1 | 0.7% |
| 989.9 | 2 | |
| 990.1 | 1 | 0.7% |
| 990.2 | 3 |
| Value | Count | Frequency (%) |
| 1008.6 | 1 | 0.7% |
| 1008.5 | 1 | 0.7% |
| 1007.7 | 1 | 0.7% |
| 1007.6 | 1 | 0.7% |
| 1007.2 | 2 | |
| 1007 | 1 | 0.7% |
| 1006.8 | 3 | |
| 1006.6 | 1 | 0.7% |
| 1006.4 | 2 | |
| 1006.3 | 1 | 0.7% |
| water_supply | Total_Population | Households | Population_per_Households | Male_Population | Female_Population | Male_Female_Ratio | Population_aging_Ratio | Power_usage | Num_of_Business | Business_above_100 | complex_area | annual_household_income | High_School_Graduate_num | High_School_Graduate_ratio | personal_expense | benefits_vs_personal_expense | employment_ratio | employment_insurance_ratio | Average_Temp | Monthly_Rainfall | Average_Relative_Humadity | Ground_Temp | Average_Wind | Average_Pressure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| water_supply | 1.000 | 0.906 | 0.949 | -0.950 | 0.919 | 0.875 | 0.420 | 0.948 | 0.387 | 0.776 | -0.022 | -0.177 | 0.767 | -0.834 | 0.339 | 0.955 | 0.425 | 0.902 | 0.874 | 0.063 | -0.058 | -0.077 | 0.068 | -0.483 | -0.006 |
| Total_Population | 0.906 | 1.000 | 0.956 | -0.955 | 0.986 | 0.976 | 0.461 | 0.954 | 0.299 | 0.828 | -0.032 | -0.171 | 0.736 | -0.790 | 0.421 | 0.948 | 0.571 | 0.906 | 0.871 | 0.084 | -0.052 | -0.057 | 0.077 | -0.530 | 0.003 |
| Households | 0.949 | 0.956 | 1.000 | -1.000 | 0.975 | 0.904 | 0.503 | 0.999 | 0.352 | 0.830 | -0.100 | -0.186 | 0.812 | -0.871 | 0.418 | 0.996 | 0.427 | 0.949 | 0.920 | 0.058 | -0.071 | -0.052 | 0.060 | -0.517 | 0.024 |
| Population_per_Households | -0.950 | -0.955 | -1.000 | 1.000 | -0.973 | -0.903 | -0.502 | -0.999 | -0.359 | -0.830 | 0.100 | 0.186 | -0.813 | 0.871 | -0.418 | -0.996 | -0.426 | -0.948 | -0.919 | -0.054 | 0.073 | 0.052 | -0.056 | 0.519 | -0.027 |
| Male_Population | 0.919 | 0.986 | 0.975 | -0.973 | 1.000 | 0.942 | 0.521 | 0.973 | 0.314 | 0.834 | -0.061 | -0.169 | 0.763 | -0.818 | 0.434 | 0.966 | 0.498 | 0.931 | 0.900 | 0.079 | -0.058 | -0.039 | 0.076 | -0.541 | 0.009 |
| Female_Population | 0.875 | 0.976 | 0.904 | -0.903 | 0.942 | 1.000 | 0.343 | 0.903 | 0.281 | 0.798 | 0.085 | -0.164 | 0.671 | -0.734 | 0.325 | 0.898 | 0.656 | 0.833 | 0.789 | 0.074 | -0.055 | -0.083 | 0.064 | -0.534 | 0.007 |
| Male_Female_Ratio | 0.420 | 0.461 | 0.503 | -0.502 | 0.521 | 0.343 | 1.000 | 0.503 | 0.284 | 0.360 | -0.499 | 0.365 | 0.459 | -0.396 | 0.824 | 0.499 | 0.040 | 0.518 | 0.502 | -0.031 | 0.007 | -0.023 | -0.011 | -0.375 | 0.076 |
| Population_aging_Ratio | 0.948 | 0.954 | 0.999 | -0.999 | 0.973 | 0.903 | 0.503 | 1.000 | 0.360 | 0.831 | -0.099 | -0.186 | 0.817 | -0.872 | 0.418 | 0.996 | 0.421 | 0.946 | 0.917 | 0.052 | -0.073 | -0.052 | 0.054 | -0.519 | 0.030 |
| Power_usage | 0.387 | 0.299 | 0.352 | -0.359 | 0.314 | 0.281 | 0.284 | 0.360 | 1.000 | 0.105 | -0.169 | 0.012 | 0.312 | -0.326 | 0.231 | 0.386 | 0.133 | 0.311 | 0.301 | -0.801 | -0.588 | -0.470 | -0.790 | -0.274 | 0.721 |
| Num_of_Business | 0.776 | 0.828 | 0.830 | -0.830 | 0.834 | 0.798 | 0.360 | 0.831 | 0.105 | 1.000 | 0.049 | -0.243 | 0.643 | -0.674 | 0.279 | 0.815 | 0.435 | 0.806 | 0.783 | 0.225 | 0.040 | 0.039 | 0.221 | -0.414 | -0.130 |
| Business_above_100 | -0.022 | -0.032 | -0.100 | 0.100 | -0.061 | 0.085 | -0.499 | -0.099 | -0.169 | 0.049 | 1.000 | -0.292 | -0.197 | 0.066 | -0.689 | -0.100 | 0.302 | -0.101 | -0.110 | 0.100 | 0.013 | 0.014 | 0.071 | -0.045 | -0.065 |
| complex_area | -0.177 | -0.171 | -0.186 | 0.186 | -0.169 | -0.164 | 0.365 | -0.186 | 0.012 | -0.243 | -0.292 | 1.000 | -0.223 | 0.111 | 0.343 | -0.182 | -0.014 | -0.293 | -0.339 | -0.051 | 0.014 | -0.236 | -0.024 | -0.154 | 0.005 |
| annual_household_income | 0.767 | 0.736 | 0.812 | -0.813 | 0.763 | 0.671 | 0.459 | 0.817 | 0.312 | 0.643 | -0.197 | -0.223 | 1.000 | -0.865 | 0.368 | 0.816 | -0.018 | 0.750 | 0.728 | 0.015 | -0.031 | -0.016 | 0.023 | -0.334 | 0.004 |
| High_School_Graduate_num | -0.834 | -0.790 | -0.871 | 0.871 | -0.818 | -0.734 | -0.396 | -0.872 | -0.326 | -0.674 | 0.066 | 0.111 | -0.865 | 1.000 | -0.245 | -0.874 | -0.231 | -0.769 | -0.740 | -0.025 | 0.087 | 0.105 | -0.034 | 0.458 | -0.011 |
| High_School_Graduate_ratio | 0.339 | 0.421 | 0.418 | -0.418 | 0.434 | 0.325 | 0.824 | 0.418 | 0.231 | 0.279 | -0.689 | 0.343 | 0.368 | -0.245 | 1.000 | 0.420 | 0.042 | 0.457 | 0.444 | 0.005 | 0.085 | -0.063 | 0.019 | -0.238 | 0.006 |
| personal_expense | 0.955 | 0.948 | 0.996 | -0.996 | 0.966 | 0.898 | 0.499 | 0.996 | 0.386 | 0.815 | -0.100 | -0.182 | 0.816 | -0.874 | 0.420 | 1.000 | 0.427 | 0.947 | 0.918 | 0.039 | -0.083 | -0.098 | 0.042 | -0.489 | 0.026 |
| benefits_vs_personal_expense | 0.425 | 0.571 | 0.427 | -0.426 | 0.498 | 0.656 | 0.040 | 0.421 | 0.133 | 0.435 | 0.302 | -0.014 | -0.018 | -0.231 | 0.042 | 0.427 | 1.000 | 0.394 | 0.366 | 0.029 | -0.115 | -0.162 | 0.012 | -0.355 | 0.034 |
| employment_ratio | 0.902 | 0.906 | 0.949 | -0.948 | 0.931 | 0.833 | 0.518 | 0.946 | 0.311 | 0.806 | -0.101 | -0.293 | 0.750 | -0.769 | 0.457 | 0.947 | 0.394 | 1.000 | 0.994 | 0.091 | -0.037 | 0.014 | 0.087 | -0.454 | 0.002 |
| employment_insurance_ratio | 0.874 | 0.871 | 0.920 | -0.919 | 0.900 | 0.789 | 0.502 | 0.917 | 0.301 | 0.783 | -0.110 | -0.339 | 0.728 | -0.740 | 0.444 | 0.918 | 0.366 | 0.994 | 1.000 | 0.093 | -0.038 | 0.038 | 0.086 | -0.417 | 0.001 |
| Average_Temp | 0.063 | 0.084 | 0.058 | -0.054 | 0.079 | 0.074 | -0.031 | 0.052 | -0.801 | 0.225 | 0.100 | -0.051 | 0.015 | -0.025 | 0.005 | 0.039 | 0.029 | 0.091 | 0.093 | 1.000 | 0.747 | 0.486 | 0.991 | 0.171 | -0.906 |
| Monthly_Rainfall | -0.058 | -0.052 | -0.071 | 0.073 | -0.058 | -0.055 | 0.007 | -0.073 | -0.588 | 0.040 | 0.013 | 0.014 | -0.031 | 0.087 | 0.085 | -0.083 | -0.115 | -0.037 | -0.038 | 0.747 | 1.000 | 0.527 | 0.733 | 0.193 | -0.711 |
| Average_Relative_Humadity | -0.077 | -0.057 | -0.052 | 0.052 | -0.039 | -0.083 | -0.023 | -0.052 | -0.470 | 0.039 | 0.014 | -0.236 | -0.016 | 0.105 | -0.063 | -0.098 | -0.162 | 0.014 | 0.038 | 0.486 | 0.527 | 1.000 | 0.455 | -0.260 | -0.282 |
| Ground_Temp | 0.068 | 0.077 | 0.060 | -0.056 | 0.076 | 0.064 | -0.011 | 0.054 | -0.790 | 0.221 | 0.071 | -0.024 | 0.023 | -0.034 | 0.019 | 0.042 | 0.012 | 0.087 | 0.086 | 0.991 | 0.733 | 0.455 | 1.000 | 0.184 | -0.913 |
| Average_Wind | -0.483 | -0.530 | -0.517 | 0.519 | -0.541 | -0.534 | -0.375 | -0.519 | -0.274 | -0.414 | -0.045 | -0.154 | -0.334 | 0.458 | -0.238 | -0.489 | -0.355 | -0.454 | -0.417 | 0.171 | 0.193 | -0.260 | 0.184 | 1.000 | -0.388 |
| Average_Pressure | -0.006 | 0.003 | 0.024 | -0.027 | 0.009 | 0.007 | 0.076 | 0.030 | 0.721 | -0.130 | -0.065 | 0.005 | 0.004 | -0.011 | 0.006 | 0.026 | 0.034 | 0.002 | 0.001 | -0.906 | -0.711 | -0.282 | -0.913 | -0.388 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| water_supply | Total_Population | Households | Population_per_Households | Male_Population | Female_Population | Male_Female_Ratio | Population_aging_Ratio | Power_usage | Num_of_Business | Business_above_100 | complex_area | annual_household_income | High_School_Graduate_num | High_School_Graduate_ratio | personal_expense | benefits_vs_personal_expense | employment_ratio | employment_insurance_ratio | Average_Temp | Monthly_Rainfall | Average_Relative_Humadity | Ground_Temp | Average_Wind | Average_Pressure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| date | |||||||||||||||||||||||||
| 2010-01-01 | 9896.129032 | 44033.0 | 18479.0 | 2.382867 | 22504.0 | 21529.0 | 1.045288 | 21.2 | 62609000.0 | 1083.0 | 17.0 | 2726943.0 | 555.0 | 570.0 | 1.043956 | 27625210.0 | 112.7 | 7339.0 | 0.166670 | -5.0 | 40.8 | 66.0 | -2.7 | 1.0 | 1005.5 |
| 2010-02-01 | 9803.000000 | 43975.0 | 18490.0 | 2.378313 | 22448.0 | 21527.0 | 1.042783 | 21.3 | 59106000.0 | 1122.0 | 17.0 | 2726943.0 | 555.0 | 570.0 | 1.043956 | 27625210.0 | 112.7 | 7459.0 | 0.169619 | 1.2 | 62.1 | 62.0 | 2.1 | 1.2 | 1002.8 |
| 2010-03-01 | 9267.806452 | 44150.0 | 18545.0 | 2.380696 | 22513.0 | 21637.0 | 1.040486 | 21.2 | 48994000.0 | 1295.0 | 19.0 | 2726943.0 | 555.0 | 570.0 | 1.043956 | 27625210.0 | 112.7 | 7647.0 | 0.173205 | 4.6 | 78.2 | 63.0 | 6.2 | 1.6 | 1001.8 |
| 2010-04-01 | 8958.633333 | 44208.0 | 18584.0 | 2.378820 | 22551.0 | 21657.0 | 1.041280 | 21.2 | 46774000.0 | 1630.0 | 21.0 | 2726943.0 | 555.0 | 570.0 | 1.043956 | 27625210.0 | 112.7 | 7727.0 | 0.174787 | 10.0 | 58.5 | 51.0 | 12.4 | 1.7 | 999.7 |
| 2010-05-01 | 9054.516129 | 44224.0 | 18608.0 | 2.376612 | 22583.0 | 21641.0 | 1.043528 | 21.3 | 37443000.0 | 1703.0 | 21.0 | 2726943.0 | 555.0 | 570.0 | 1.043956 | 27625210.0 | 112.7 | 7802.0 | 0.176420 | 17.8 | 78.0 | 57.0 | 20.2 | 1.4 | 993.3 |
| 2010-06-01 | 9448.566667 | 44173.0 | 18632.0 | 2.370814 | 22549.0 | 21624.0 | 1.042777 | 21.3 | 32655000.0 | 1834.0 | 22.0 | 2726943.0 | 555.0 | 570.0 | 1.043956 | 27625210.0 | 112.7 | 7755.0 | 0.175560 | 23.4 | 86.6 | 63.0 | 26.0 | 1.1 | 992.4 |
| 2010-07-01 | 9349.967742 | 44085.0 | 18639.0 | 2.365202 | 22484.0 | 21601.0 | 1.040878 | 21.5 | 30317000.0 | 1417.0 | 19.0 | 2726943.0 | 555.0 | 570.0 | 1.043956 | 27625210.0 | 112.7 | 7846.0 | 0.177974 | 26.1 | 174.8 | 74.0 | 27.6 | 1.1 | 990.9 |
| 2010-08-01 | 9471.161290 | 44046.0 | 18648.0 | 2.361969 | 22450.0 | 21596.0 | 1.039544 | 21.5 | 32057000.0 | 1518.0 | 21.0 | 2726943.0 | 555.0 | 570.0 | 1.043956 | 27625210.0 | 112.7 | 8040.0 | 0.182536 | 27.1 | 269.9 | 78.0 | 28.6 | 1.1 | 993.6 |
| 2010-09-01 | 9448.100000 | 44034.0 | 18660.0 | 2.359807 | 22444.0 | 21590.0 | 1.039555 | 21.6 | 31503000.0 | 1607.0 | 21.0 | 2726943.0 | 555.0 | 570.0 | 1.043956 | 27625210.0 | 112.7 | 8167.0 | 0.185470 | 21.1 | 550.2 | 76.0 | 23.6 | 0.9 | 996.4 |
| 2010-10-01 | 9085.612903 | 44359.0 | 18959.0 | 2.339733 | 22588.0 | 21771.0 | 1.037527 | 21.6 | 33242000.0 | 1323.0 | 21.0 | 2726943.0 | 555.0 | 570.0 | 1.043956 | 27625210.0 | 112.7 | 8268.0 | 0.186388 | 13.7 | 24.7 | 69.0 | 14.7 | 0.8 | 1001.4 |
| water_supply | Total_Population | Households | Population_per_Households | Male_Population | Female_Population | Male_Female_Ratio | Population_aging_Ratio | Power_usage | Num_of_Business | Business_above_100 | complex_area | annual_household_income | High_School_Graduate_num | High_School_Graduate_ratio | personal_expense | benefits_vs_personal_expense | employment_ratio | employment_insurance_ratio | Average_Temp | Monthly_Rainfall | Average_Relative_Humadity | Ground_Temp | Average_Wind | Average_Pressure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| date | |||||||||||||||||||||||||
| 2021-03-01 | 17932.064516 | 46399.0 | 23230.0 | 1.997374 | 23812.0 | 22587.0 | 1.054235 | 29.9 | 56862969.0 | 2756.0 | 16.0 | 1763060.0 | 1121.0 | 470.0 | 1.151961 | 56297395.0 | 108.1 | 11531.0 | 0.248518 | 8.8 | 73.2 | 58.0 | 8.9 | 1.2 | 1001.4 |
| 2021-04-01 | 20451.800000 | 46510.0 | 23342.0 | 1.992546 | 23861.0 | 22649.0 | 1.053512 | 30.0 | 52645774.0 | 3008.0 | 15.0 | 1763060.0 | 1121.0 | 470.0 | 1.151961 | 56297395.0 | 108.1 | 11617.0 | 0.249774 | 13.8 | 88.9 | 50.0 | 15.2 | 1.4 | 1000.3 |
| 2021-05-01 | 20838.419355 | 46589.0 | 23440.0 | 1.987585 | 23910.0 | 22679.0 | 1.054279 | 30.2 | 47949537.0 | 3118.0 | 16.0 | 1763060.0 | 1121.0 | 470.0 | 1.151961 | 56297395.0 | 108.1 | 11579.0 | 0.248535 | 16.5 | 142.7 | 66.0 | 18.9 | 1.1 | 991.5 |
| 2021-06-01 | 20399.433333 | 46614.0 | 23486.0 | 1.984757 | 23927.0 | 22687.0 | 1.054657 | 30.3 | 47599857.0 | 3250.0 | 16.0 | 1763060.0 | 1121.0 | 470.0 | 1.151961 | 56297395.0 | 108.1 | 11579.0 | 0.248402 | 22.3 | 133.0 | 68.0 | 25.7 | 1.1 | 990.6 |
| 2021-07-01 | 21386.806452 | 46652.0 | 23541.0 | 1.981734 | 23936.0 | 22716.0 | 1.053707 | 30.4 | 49746277.0 | 2744.0 | 15.0 | 1763059.0 | 1121.0 | 470.0 | 1.151961 | 56297395.0 | 108.1 | 11826.0 | 0.253494 | 26.7 | 199.8 | 71.0 | 30.6 | 1.0 | 991.3 |
| 2021-08-01 | 21192.096774 | 46635.0 | 23547.0 | 1.980507 | 23922.0 | 22713.0 | 1.053229 | 30.5 | 54880741.0 | 2608.0 | 15.0 | 1763059.0 | 1121.0 | 470.0 | 1.151961 | 56297395.0 | 108.1 | 11903.0 | 0.255237 | 24.6 | 172.9 | 74.0 | 28.0 | 1.0 | 991.7 |
| 2021-09-01 | 19376.500000 | 46566.0 | 23516.0 | 1.980184 | 23895.0 | 22671.0 | 1.053990 | 30.7 | 49708607.0 | 4376.0 | 21.0 | 1763059.0 | 1121.0 | 470.0 | 1.151961 | 56297395.0 | 108.1 | 11851.0 | 0.254499 | 21.1 | 183.5 | 73.0 | 24.2 | 0.9 | 996.5 |
| 2021-10-01 | 19064.290323 | 46586.0 | 23559.0 | 1.977418 | 23916.0 | 22670.0 | 1.054963 | 30.8 | 48390346.0 | 2650.0 | 15.0 | 1763059.0 | 1121.0 | 470.0 | 1.151961 | 56297395.0 | 108.1 | 11981.0 | 0.257180 | 14.4 | 45.6 | 73.0 | 16.2 | 0.7 | 1003.7 |
| 2021-11-01 | 18516.633333 | 46583.0 | 23585.0 | 1.975111 | 23903.0 | 22680.0 | 1.053924 | 30.9 | 56970800.0 | 2961.0 | 15.0 | 1763059.0 | 1121.0 | 470.0 | 1.151961 | 56297395.0 | 108.1 | 12140.0 | 0.260610 | 7.3 | 55.9 | 67.0 | 6.8 | 0.9 | 1001.6 |
| 2021-12-01 | 18650.645161 | 46481.0 | 23593.0 | 1.970118 | 23859.0 | 22622.0 | 1.054681 | 31.1 | 64786777.0 | 3146.0 | 14.0 | 1763059.0 | 1121.0 | 470.0 | 1.151961 | 56297395.0 | 108.1 | 11825.0 | 0.254405 | 0.3 | 4.9 | 61.0 | -0.1 | 1.0 | 1006.3 |